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AI Security

ShadowMQ: 30+ RCE Flaws Across AI Inference Engines

Oligo Security disclosed ShadowMQ in November 2025: ZeroMQ-and-pickle deserialization patterns copy-pasted across vLLM, Meta Llama, TensorRT-LLM, and others. We dissect the pattern.

Jul 22, 20267 min read
AI Security

Training Data Provenance for Enterprise Fine-Tuning

Fine-tuning corpora are supply chain artifacts. We cover the provenance signals, attestations, and drift controls enterprises need before pushing weights to prod.

Jul 22, 20265 min read
AI Security

Rogue AI Agents: When Autonomous Systems Act Outside Inte...

Autonomous AI agents are gaining real access to production systems — and real incidents, from deleted databases to fabricated refunds, show what happens when they act outside intended boundaries.

Jul 22, 20267 min read
AI Security

Human-Agent Trust Exploitation in AI Systems

Attackers are exploiting the trust between humans and AI agents — hidden prompt injections, hallucinated packages, and over-trusted autonomy are now supply chain risks.

Jul 21, 20267 min read
AI Security

Cascading Failures in Multi-Agent AI Architectures

One compromised agent can poison an entire pipeline in seconds. Heres how cascading failures spread through multi-agent AI systems, and how to contain them.

Jul 21, 20267 min read
AI Security

Insecure Inter-Agent Communication in Multi-Agent Systems

Multi-agent AI pipelines pass untrusted content between agents with no authentication or integrity checks. Here's how insecure inter-agent communication opens the door to injection attacks.

Jul 21, 20267 min read
AI Security

Uncontrolled Recursion in AI Agent Loops

AI agents can call themselves into runaway loops, burning thousands of dollars and crashing services. Here's why it happens and how to stop it.

Jul 21, 20267 min read
AI Security

Memory and Context Poisoning Attacks Against AI Agents

How attackers poisoned ChatGPT's memory and RAG pipelines to hijack AI agents long-term, and the controls Safeguard uses to catch it before it spreads.

Jul 21, 20268 min read
AI Security

Agentic Unexpected Code Execution Vulnerabilities

How AI agents with code-execution tools get hijacked by prompt injection—from the Vanna.ai RCE (CVE-2024-5565) to LangChain and MCP—and what to do about it.

Jul 21, 20268 min read

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